Overview

Brought to you by YData

Dataset statistics

Number of variables	23
Number of observations	297827
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	52.3 MiB
Average record size in memory	184.0 B

Variable types

Categorical	10
Numeric	13

Alerts

`LNG` is highly overall correlated with `ZIP`	High correlation
`ZIP` is highly overall correlated with `LNG`	High correlation
`baths` is highly overall correlated with `beds` and 1 other fields	High correlation
`beds` is highly overall correlated with `baths` and 1 other fields	High correlation
`beds_was_null` is highly overall correlated with `propertyType` and 1 other fields	High correlation
`propertyType` is highly overall correlated with `beds_was_null`	High correlation
`sqft` is highly overall correlated with `baths` and 2 other fields	High correlation
`status` is highly overall correlated with `beds_was_null`	High correlation
`target` is highly overall correlated with `sqft`	High correlation
`status` is highly imbalanced (55.0%)	Imbalance
`cooling` is highly imbalanced (55.5%)	Imbalance
`lotsize` is highly skewed (γ1 = 27.78887577)	Skewed
`mean_school_distance` is highly skewed (γ1 = 145.291614)	Skewed

Reproduction

Analysis started	2024-11-26 10:06:54.379570
Analysis finished	2024-11-26 10:07:43.464085
Duration	49.08 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

status
Categorical

High correlation Imbalance

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

for sale	197214
active	75247
other	5428
new construction	5108
foreclosed	4706
Other values (4)	10124

Length

Max length	22
Median length	8
Mean length	7.7555829
Min length	5

Characters and Unicode

Total characters	2309822
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	active
2nd row	for sale
3rd row	for sale
4th row	for sale
5th row	active

Common Values

Value	Count	Frequency (%)
for sale	197214	66.2%
active	75247	25.3%
other	5428	1.8%
new construction	5108	1.7%
foreclosed	4706	1.6%
pending	4081	1.4%
under contract showing	2459	0.8%
pre-foreclosed	2421	0.8%
auction	1163	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
for	197214	39.0%
sale	197214	39.0%
active	75247	14.9%
other	5428	1.1%
new	5108	1.0%
construction	5108	1.0%
foreclosed	4706	0.9%
pending	4081	0.8%
under	2459	0.5%
contract	2459	0.5%
Other values (3)	6043	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	306212	13.3%
a	276083	12.0%
o	233193	10.1%
r	222216	9.6%
s	211908	9.2%
	207240	9.0%
f	204341	8.8%
l	204341	8.8%
c	98671	4.3%
t	96972	4.2%
Other values (10)	248645	10.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2100161	90.9%
Space Separator	207240	9.0%
Dash Punctuation	2421	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	306212	14.6%
a	276083	13.1%
o	233193	11.1%
r	222216	10.6%
s	211908	10.1%
f	204341	9.7%
l	204341	9.7%
c	98671	4.7%
t	96972	4.6%
i	88058	4.2%
Other values (8)	158166	7.5%

Space Separator

Value	Count	Frequency (%)
	207240	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2421	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2100161	90.9%
Common	209661	9.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	306212	14.6%
a	276083	13.1%
o	233193	11.1%
r	222216	10.6%
s	211908	10.1%
f	204341	9.7%
l	204341	9.7%
c	98671	4.7%
t	96972	4.6%
i	88058	4.2%
Other values (8)	158166	7.5%

Common

Value	Count	Frequency (%)
	207240	98.8%
-	2421	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2309822	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	306212	13.3%
a	276083	12.0%
o	233193	10.1%
r	222216	9.6%
s	211908	9.2%
	207240	9.0%
f	204341	8.8%
l	204341	8.8%
c	98671	4.3%
t	96972	4.2%
Other values (10)	248645	10.8%

propertyType
Categorical

High correlation

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

single-family	193294
condo	46901
townhouse	17156
other	15749
multi-family	9940
Other values (4)	14787

Length

Max length	13
Median length	13
Mean length	10.9121
Min length	4

Characters and Unicode

Total characters	3249918
Distinct characters	22
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	single-family
2nd row	single-family
3rd row	single-family
4th row	townhouse
5th row	other

Common Values

Value	Count	Frequency (%)
single-family	193294	64.9%
condo	46901	15.7%
townhouse	17156	5.8%
other	15749	5.3%
multi-family	9940	3.3%
traditional	6945	2.3%
contemporary	3031	1.0%
mobile home	2593	0.9%
coop	2218	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
single-family	193294	64.3%
condo	46901	15.6%
townhouse	17156	5.7%
other	15749	5.2%
multi-family	9940	3.3%
traditional	6945	2.3%
contemporary	3031	1.0%
mobile	2593	0.9%
home	2593	0.9%
coop	2218	0.7%

Most occurring characters

Value	Count	Frequency (%)
i	422951	13.0%
l	416006	12.8%
n	267327	8.2%
e	234416	7.2%
m	221391	6.8%
a	220155	6.8%
s	210450	6.5%
y	206265	6.3%
-	203234	6.3%
f	203234	6.3%
Other values (12)	644489	19.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3044091	93.7%
Dash Punctuation	203234	6.3%
Space Separator	2593	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	422951	13.9%
l	416006	13.7%
n	267327	8.8%
e	234416	7.7%
m	221391	7.3%
a	220155	7.2%
s	210450	6.9%
y	206265	6.8%
f	203234	6.7%
g	193294	6.3%
Other values (10)	448602	14.7%

Dash Punctuation

Value	Count	Frequency (%)
-	203234	100.0%

Space Separator

Value	Count	Frequency (%)
	2593	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3044091	93.7%
Common	205827	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	422951	13.9%
l	416006	13.7%
n	267327	8.8%
e	234416	7.7%
m	221391	7.3%
a	220155	7.2%
s	210450	6.9%
y	206265	6.8%
f	203234	6.7%
g	193294	6.3%
Other values (10)	448602	14.7%

Common

Value	Count	Frequency (%)
-	203234	98.7%
	2593	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3249918	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	422951	13.0%
l	416006	12.8%
n	267327	8.2%
e	234416	7.2%
m	221391	6.8%
a	220155	6.8%
s	210450	6.5%
y	206265	6.3%
-	203234	6.3%
f	203234	6.3%
Other values (12)	644489	19.8%

baths
Real number (ℝ)

High correlation

Distinct	48
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5917655

Minimum	0
Maximum	40
Zeros	60
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2.5
Q3	3
95-th percentile	4
Maximum	40
Range	40
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0093185
Coefficient of variation (CV)	0.38943281
Kurtosis	24.042004
Mean	2.5917655
Median Absolute Deviation (MAD)	0.5
Skewness	2.4445332
Sum	771897.75
Variance	1.0187239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2	119780	40.2%
3	66793	22.4%
2.5	37648	12.6%
4	24098	8.1%
1	15654	5.3%
5	7850	2.6%
2.25	6167	2.1%
3.5	5769	1.9%
1.5	3851	1.3%
6	2876	1.0%
Other values (38)	7341	2.5%

Value	Count	Frequency (%)
0	60	< 0.1%
0.75	227	0.1%
1	15654	5.3%
1.25	1010	0.3%
1.5	3851	1.3%
1.75	1570	0.5%
2	119780	40.2%
2.25	6167	2.1%
2.5	37648	12.6%
2.75	850	0.3%

Value	Count	Frequency (%)
40	1	< 0.1%
30	2	< 0.1%
25	1	< 0.1%
24	2	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	6	< 0.1%
19	1	< 0.1%
18	3	< 0.1%

fireplace
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

0	207601
1	90226

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	297827
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	207601	69.7%
1	90226	30.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	207601	69.7%
1	90226	30.3%

Most occurring characters

Value	Count	Frequency (%)
0	207601	69.7%
1	90226	30.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	297827	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	207601	69.7%
1	90226	30.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	297827	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	207601	69.7%
1	90226	30.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	297827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	207601	69.7%
1	90226	30.3%

sqft
Real number (ℝ)

High correlation

Distinct	7510
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2056.4744

Minimum	121
Maximum	7940
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	121
5-th percentile	805
Q1	1300
median	1820
Q3	2541
95-th percentile	4130
Maximum	7940
Range	7819
Interquartile range (IQR)	1241

Descriptive statistics

Standard deviation	1067.0138
Coefficient of variation (CV)	0.51885589
Kurtosis	3.0661156
Mean	2056.4744
Median Absolute Deviation (MAD)	591
Skewness	1.4682729
Sum	6.124736 × 10⁸
Variance	1138518.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200	1307	0.4%
1000	964	0.3%
1500	952	0.3%
1800	949	0.3%
1400	876	0.3%
1100	872	0.3%
2000	831	0.3%
1600	799	0.3%
1300	699	0.2%
800	690	0.2%
Other values (7500)	288888	97.0%

Value	Count	Frequency (%)
121	1	< 0.1%
122	1	< 0.1%
130	2	< 0.1%
144	3	< 0.1%
146	1	< 0.1%
147	2	< 0.1%
150	2	< 0.1%
151	1	< 0.1%
160	1	< 0.1%
169	1	< 0.1%

Value	Count	Frequency (%)
7940	1	< 0.1%
7935	3	< 0.1%
7934	3	< 0.1%
7932	1	< 0.1%
7930	2	< 0.1%
7929	1	< 0.1%
7926	3	< 0.1%
7922	1	< 0.1%
7920	2	< 0.1%
7908	1	< 0.1%

beds
Real number (ℝ)

High correlation

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2343172

Minimum	1
Maximum	46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	46
Range	45
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0919372
Coefficient of variation (CV)	0.3376098
Kurtosis	37.921444
Mean	3.2343172
Median Absolute Deviation (MAD)	1
Skewness	2.6444153
Sum	963267
Variance	1.1923269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
3	145927	49.0%
4	64118	21.5%
2	54039	18.1%
5	20409	6.9%
1	5680	1.9%
6	4752	1.6%
7	1161	0.4%
8	859	0.3%
9	335	0.1%
10	199	0.1%
Other values (18)	348	0.1%

Value	Count	Frequency (%)
1	5680	1.9%
2	54039	18.1%
3	145927	49.0%
4	64118	21.5%
5	20409	6.9%
6	4752	1.6%
7	1161	0.4%
8	859	0.3%
9	335	0.1%
10	199	0.1%

Value	Count	Frequency (%)
46	1	< 0.1%
44	1	< 0.1%
42	1	< 0.1%
32	1	< 0.1%
28	2	< 0.1%
24	6	< 0.1%
23	2	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	6	< 0.1%

stories
Real number (ℝ)

Distinct	72
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8783757

Minimum	1
Maximum	91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	91
Range	90
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.063295
Coefficient of variation (CV)	1.0984464
Kurtosis	237.83771
Mean	1.8783757
Median Absolute Deviation (MAD)	0
Skewness	11.88608
Sum	559431
Variance	4.2571864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	159827	53.7%
2	90337	30.3%
4	23330	7.8%
3	15599	5.2%
9	3107	1.0%
6	1744	0.6%
1.5	1073	0.4%
5	716	0.2%
7	317	0.1%
8	298	0.1%
Other values (62)	1479	0.5%

Value	Count	Frequency (%)
1	159827	53.7%
1.2	1	< 0.1%
1.3	2	< 0.1%
1.5	1073	0.4%
1.7	15	< 0.1%
1.75	22	< 0.1%
2	90337	30.3%
2.2	1	< 0.1%
2.5	165	0.1%
3	15599	5.2%

Value	Count	Frequency (%)
91	1	< 0.1%
75	2	< 0.1%
70	2	< 0.1%
66	3	< 0.1%
64	2	< 0.1%
63	3	< 0.1%
62	1	< 0.1%
60	9	< 0.1%
58	1	< 0.1%
57	8	< 0.1%

target
Real number (ℝ)

High correlation

Distinct	29549
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	466498.16

Minimum	48550
Maximum	2565000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	48550
5-th percentile	104000
Q1	219000
median	335000
Q3	559000
95-th percentile	1350000
Maximum	2565000
Range	2516450
Interquartile range (IQR)	340000

Descriptive statistics

Standard deviation	406995.47
Coefficient of variation (CV)	0.87244819
Kurtosis	5.9089666
Mean	466498.16
Median Absolute Deviation (MAD)	145100
Skewness	2.2659354
Sum	1.3893575 × 10¹¹
Variance	1.6564532 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
225000	1489	0.5%
249900	1398	0.5%
275000	1397	0.5%
299900	1395	0.5%
399000	1354	0.5%
325000	1353	0.5%
350000	1349	0.5%
199900	1295	0.4%
250000	1287	0.4%
375000	1260	0.4%
Other values (29539)	284250	95.4%

Value	Count	Frequency (%)
48550	1	< 0.1%
48594	1	< 0.1%
48600	1	< 0.1%
48630	1	< 0.1%
48640	1	< 0.1%
48684	1	< 0.1%
48700	1	< 0.1%
48702	2	< 0.1%
48710	1	< 0.1%
48732	1	< 0.1%

Value	Count	Frequency (%)
2565000	1	< 0.1%
2560000	1	< 0.1%
2559990	1	< 0.1%
2559000	2	< 0.1%
2558000	1	< 0.1%
2555000	1	< 0.1%
2550000	53	< 0.1%
2549990	2	< 0.1%
2549000	6	< 0.1%
2548800	1	< 0.1%

ZIP
Real number (ℝ)

High correlation

Distinct	4057
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53196.481

Minimum	1103
Maximum	99338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1103
5-th percentile	13210
Q1	33055
median	37411
Q3	78204
95-th percentile	95829
Maximum	99338
Range	98235
Interquartile range (IQR)	45149

Descriptive statistics

Standard deviation	26812.491
Coefficient of variation (CV)	0.50402752
Kurtosis	-1.420567
Mean	53196.481
Median Absolute Deviation (MAD)	18267
Skewness	0.22557708
Sum	1.5843348 × 10¹⁰
Variance	7.1890966 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33131	1443	0.5%
78245	1351	0.5%
34747	1293	0.4%
78253	1229	0.4%
78254	1206	0.4%
33132	1148	0.4%
33137	1118	0.4%
32137	1115	0.4%
33130	1089	0.4%
34746	1057	0.4%
Other values (4047)	285778	96.0%

Value	Count	Frequency (%)
1103	1	< 0.1%
1104	10	< 0.1%
1105	7	< 0.1%
1107	2	< 0.1%
1108	14	< 0.1%
1109	17	< 0.1%
1118	7	< 0.1%
1119	6	< 0.1%
1128	4	< 0.1%
1129	6	< 0.1%

Value	Count	Frequency (%)
99338	83	< 0.1%
99337	128	< 0.1%
99336	110	< 0.1%
99224	74	< 0.1%
99223	80	< 0.1%
99218	27	< 0.1%
99217	67	< 0.1%
99216	22	< 0.1%
99212	45	< 0.1%
99208	160	0.1%

LAT
Real number (ℝ)

Distinct	4034
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.409488

Minimum	25.557912
Maximum	48.798606
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25.557912
5-th percentile	25.819714
Q1	28.905193
median	32.753141
Q3	37.922656
95-th percentile	43.499764
Maximum	48.798606
Range	23.240694
Interquartile range (IQR)	9.0174625

Descriptive statistics

Standard deviation	5.8807394
Coefficient of variation (CV)	0.17602004
Kurtosis	-0.56435425
Mean	33.409488
Median Absolute Deviation (MAD)	4.234411
Skewness	0.58818134
Sum	9950247.5
Variance	34.583096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.766206	1443	0.5%
29.401093	1351	0.5%
28.311495	1293	0.4%
29.469011	1229	0.4%
29.539126	1206	0.4%
36.751519	1166	0.4%
25.77789	1148	0.4%
25.816281	1118	0.4%
29.581507	1115	0.4%
25.768524	1089	0.4%
Other values (4024)	285669	95.9%

Value	Count	Frequency (%)
25.557912	157	0.1%
25.560027	60	< 0.1%
25.572213	183	0.1%
25.595896	187	0.1%
25.596129	304	0.1%
25.606126	492	0.2%
25.63884	64	< 0.1%
25.652131	261	0.1%
25.654426	399	0.1%
25.659873	355	0.1%

Value	Count	Frequency (%)
48.798606	96	< 0.1%
48.75094	44	< 0.1%
48.696127	87	< 0.1%
48.216792	3	< 0.1%
48.089968	63	< 0.1%
48.056723	137	< 0.1%
48.006311	64	< 0.1%
47.955367	34	< 0.1%
47.948393	8	< 0.1%
47.945519	103	< 0.1%

LNG
Real number (ℝ)

High correlation

Distinct	4034
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.203222

Minimum	-123.42537
Maximum	-69.573012
Zeros	0
Zeros (%)	0.0%
Negative	297827
Negative (%)	100.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-123.42537
5-th percentile	-122.00638
Q1	-97.714483
median	-84.53483
Q3	-80.490508
95-th percentile	-75.013276
Maximum	-69.573012
Range	53.852357
Interquartile range (IQR)	17.223975

Descriptive statistics

Standard deviation	14.124172
Coefficient of variation (CV)	-0.15486483
Kurtosis	-0.22729647
Mean	-91.203222
Median Absolute Deviation (MAD)	6.606678
Skewness	-0.95244097
Sum	-27162782
Variance	199.49223
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-80.182897	1443	0.5%
-98.730806	1351	0.5%
-81.595565	1293	0.4%
-98.797801	1229	0.4%
-98.725885	1206	0.4%
-119.680602	1166	0.4%
-80.176165	1148	0.4%
-80.171528	1118	0.4%
-81.218196	1115	0.4%
-80.203359	1089	0.4%
Other values (4024)	285669	95.9%

Value	Count	Frequency (%)
-123.425369	11	< 0.1%
-123.230905	16	< 0.1%
-123.192759	10	< 0.1%
-123.133235	4	< 0.1%
-123.111691	17	< 0.1%
-123.094751	21	< 0.1%
-123.080181	6	< 0.1%
-123.064528	24	< 0.1%
-123.063616	41	< 0.1%
-123.058241	2	< 0.1%

Value	Count	Frequency (%)
-69.573012	1	< 0.1%
-69.661276	34	< 0.1%
-69.843372	22	< 0.1%
-69.887309	44	< 0.1%
-70.231801	2	< 0.1%
-70.298093	13	< 0.1%
-70.31253	6	< 0.1%
-70.346877	6	< 0.1%
-70.36307	2	< 0.1%
-70.392013	6	< 0.1%

private_pool
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

0	258982
1	38845

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	297827
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	258982	87.0%
1	38845	13.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	258982	87.0%
1	38845	13.0%

Most occurring characters

Value	Count	Frequency (%)
0	258982	87.0%
1	38845	13.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	297827	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	258982	87.0%
1	38845	13.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	297827	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	258982	87.0%
1	38845	13.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	297827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	258982	87.0%
1	38845	13.0%

year_built
Real number (ℝ)

Distinct	214
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1981.381

Minimum	1735
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1735
5-th percentile	1920
Q1	1960
median	1988
Q3	2007
95-th percentile	2019
Maximum	2022
Range	287
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	32.277816
Coefficient of variation (CV)	0.016290565
Kurtosis	0.082953585
Mean	1981.381
Median Absolute Deviation (MAD)	23
Skewness	-0.81296297
Sum	5.9010876 × 10⁸
Variance	1041.8574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2019	29215	9.8%
2006	8240	2.8%
2005	8023	2.7%
2007	7461	2.5%
2018	6733	2.3%
2004	5779	1.9%
2017	5379	1.8%
2016	5215	1.8%
2008	5069	1.7%
2003	4872	1.6%
Other values (204)	211841	71.1%

Value	Count	Frequency (%)
1735	1	< 0.1%
1740	1	< 0.1%
1750	1	< 0.1%
1780	1	< 0.1%
1788	1	< 0.1%
1790	2	< 0.1%
1794	2	< 0.1%
1795	2	< 0.1%
1796	2	< 0.1%
1799	1	< 0.1%

Value	Count	Frequency (%)
2022	3	< 0.1%
2021	44	< 0.1%
2020	2068	0.7%
2019	29215	9.8%
2018	6733	2.3%
2017	5379	1.8%
2016	5215	1.8%
2015	4099	1.4%
2014	3310	1.1%
2013	2576	0.9%

heating
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

forced air	126945
no data	66684
central	31805
other	31331
electric	10950
Other values (5)	30112

Length

Max length	14
Median length	10
Mean length	8.0778976
Min length	3

Characters and Unicode

Total characters	2405816
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	central
2nd row	no data
3rd row	forced air
4th row	forced air
5th row	electric

Common Values

Value	Count	Frequency (%)
forced air	126945	42.6%
no data	66684	22.4%
central	31805	10.7%
other	31331	10.5%
electric	10950	3.7%
gas	10615	3.6%
heat pump	9197	3.1%
baseboard	4196	1.4%
wall	3515	1.2%
heating system	2589	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
forced	126945	25.2%
air	126945	25.2%
no	66684	13.3%
data	66684	13.3%
central	31805	6.3%
other	31331	6.2%
electric	10950	2.2%
gas	10615	2.1%
heat	9197	1.8%
pump	9197	1.8%
Other values (4)	12889	2.6%

Most occurring characters

Value	Count	Frequency (%)
r	332172	13.8%
a	326426	13.6%
e	230552	9.6%
o	229156	9.5%
	205415	8.5%
d	197825	8.2%
c	180650	7.5%
t	155145	6.4%
i	140484	5.8%
f	126945	5.3%
Other values (11)	281046	11.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2200401	91.5%
Space Separator	205415	8.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	332172	15.1%
a	326426	14.8%
e	230552	10.5%
o	229156	10.4%
d	197825	9.0%
c	180650	8.2%
t	155145	7.1%
i	140484	6.4%
f	126945	5.8%
n	101078	4.6%
Other values (10)	179968	8.2%

Space Separator

Value	Count	Frequency (%)
	205415	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2200401	91.5%
Common	205415	8.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	332172	15.1%
a	326426	14.8%
e	230552	10.5%
o	229156	10.4%
d	197825	9.0%
c	180650	8.2%
t	155145	7.1%
i	140484	6.4%
f	126945	5.8%
n	101078	4.6%
Other values (10)	179968	8.2%

Common

Value	Count	Frequency (%)
	205415	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2405816	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	332172	13.8%
a	326426	13.6%
e	230552	9.6%
o	229156	9.5%
	205415	8.5%
d	197825	8.2%
c	180650	7.5%
t	155145	6.4%
i	140484	5.8%
f	126945	5.3%
Other values (11)	281046	11.7%

cooling
Categorical

Imbalance

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

central	188209
no data	81196
cooling system	11124
other	7046
wall	4312
Other values (5)	5940

Length

Max length	14
Median length	7
Mean length	7.2504273
Min length	4

Characters and Unicode

Total characters	2159373
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no data
2nd row	no data
3rd row	central
4th row	central
5th row	central

Common Values

Value	Count	Frequency (%)
central	188209	63.2%
no data	81196	27.3%
cooling system	11124	3.7%
other	7046	2.4%
wall	4312	1.4%
refrigeration	2125	0.7%
electric	1422	0.5%
ceiling fan	1103	0.4%
evaporative	958	0.3%
has heating	332	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
central	188209	48.1%
no	81196	20.7%
data	81196	20.7%
cooling	11124	2.8%
system	11124	2.8%
other	7046	1.8%
wall	4312	1.1%
refrigeration	2125	0.5%
electric	1422	0.4%
ceiling	1103	0.3%
Other values (4)	2725	0.7%

Most occurring characters

Value	Count	Frequency (%)
a	360721	16.7%
t	292412	13.5%
n	285192	13.2%
e	216824	10.0%
l	210482	9.7%
r	204010	9.4%
c	203280	9.4%
o	113573	5.3%
	93755	4.3%
d	81196	3.8%
Other values (10)	97928	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2065618	95.7%
Space Separator	93755	4.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	360721	17.5%
t	292412	14.2%
n	285192	13.8%
e	216824	10.5%
l	210482	10.2%
r	204010	9.9%
c	203280	9.8%
o	113573	5.5%
d	81196	3.9%
s	22580	1.1%
Other values (9)	75348	3.6%

Space Separator

Value	Count	Frequency (%)
	93755	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2065618	95.7%
Common	93755	4.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	360721	17.5%
t	292412	14.2%
n	285192	13.8%
e	216824	10.5%
l	210482	10.2%
r	204010	9.9%
c	203280	9.8%
o	113573	5.5%
d	81196	3.9%
s	22580	1.1%
Other values (9)	75348	3.6%

Common

Value	Count	Frequency (%)
	93755	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2159373	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	360721	16.7%
t	292412	13.5%
n	285192	13.2%
e	216824	10.0%
l	210482	9.7%
r	204010	9.4%
c	203280	9.4%
o	113573	5.3%
	93755	4.3%
d	81196	3.8%
Other values (10)	97928	4.5%

parking
Categorical

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

no data	126895
attached garage	70403
2 spaces	29769
1 space	15975
detached garage	12582
Other values (10)	42203

Length

Max length	15
Median length	7
Mean length	9.4056818
Min length	4

Characters and Unicode

Total characters	2801266
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no data
2nd row	no data
3rd row	detached garage
4th row	no data
5th row	no data

Common Values

Value	Count	Frequency (%)
no data	126895	42.6%
attached garage	70403	23.6%
2 spaces	29769	10.0%
1 space	15975	5.4%
detached garage	12582	4.2%
carport	10620	3.6%
off street	6913	2.3%
other	4781	1.6%
3 spaces	4709	1.6%
on street	3724	1.3%
Other values (5)	11456	3.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
no	126895	22.1%
data	126895	22.1%
garage	84901	14.8%
attached	70403	12.3%
spaces	39627	6.9%
2	29769	5.2%
1	15975	2.8%
space	15975	2.8%
detached	12582	2.2%
street	10637	1.9%
Other values (9)	40287	7.0%

Most occurring characters

Value	Count	Frequency (%)
a	645668	23.0%
t	316958	11.3%
	276119	9.9%
e	264050	9.4%
d	222462	7.9%
g	172268	6.1%
o	154858	5.5%
c	149207	5.3%
n	136935	4.9%
r	124025	4.4%
Other values (12)	338716	12.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2467509	88.1%
Space Separator	276119	9.9%
Decimal Number	55602	2.0%
Math Symbol	2036	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	645668	26.2%
t	316958	12.8%
e	264050	10.7%
d	222462	9.0%
g	172268	7.0%
o	154858	6.3%
c	149207	6.0%
n	136935	5.5%
r	124025	5.0%
s	105866	4.3%
Other values (5)	175212	7.1%

Decimal Number

Value	Count	Frequency (%)
2	29769	53.5%
1	15975	28.7%
3	4709	8.5%
4	3113	5.6%
5	2036	3.7%

Space Separator

Value	Count	Frequency (%)
	276119	100.0%

Math Symbol

Value	Count	Frequency (%)
+	2036	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2467509	88.1%
Common	333757	11.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	645668	26.2%
t	316958	12.8%
e	264050	10.7%
d	222462	9.0%
g	172268	7.0%
o	154858	6.3%
c	149207	6.0%
n	136935	5.5%
r	124025	5.0%
s	105866	4.3%
Other values (5)	175212	7.1%

Common

Value	Count	Frequency (%)
	276119	82.7%
2	29769	8.9%
1	15975	4.8%
3	4709	1.4%
4	3113	0.9%
5	2036	0.6%
+	2036	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2801266	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	645668	23.0%
t	316958	11.3%
	276119	9.9%
e	264050	9.4%
d	222462	7.9%
g	172268	6.1%
o	154858	5.5%
c	149207	5.3%
n	136935	4.9%
r	124025	4.4%
Other values (12)	338716	12.1%

lotsize
Real number (ℝ)

Skewed

Distinct	15406
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21561.59

Minimum	0
Maximum	9234720
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	1724
Q1	4235
median	7500
Q3	10125
95-th percentile	43560
Maximum	9234720
Range	9234720
Interquartile range (IQR)	5890

Descriptive statistics

Standard deviation	151781.39
Coefficient of variation (CV)	7.039434
Kurtosis	1026.7858
Mean	21561.59
Median Absolute Deviation (MAD)	3265
Skewness	27.788876
Sum	6.4216237 × 10⁹
Variance	2.3037591 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4235	33208	11.2%
8276	26425	8.9%
8141	5366	1.8%
1860	4672	1.6%
11325.6	2763	0.9%
10890	2680	0.9%
13503.6	2680	0.9%
6098	2401	0.8%
7405	2396	0.8%
12196.8	2358	0.8%
Other values (15396)	212878	71.5%

Value	Count	Frequency (%)
0	2	< 0.1%
1	131	< 0.1%
3	1	< 0.1%
4	5	< 0.1%
7	1	< 0.1%
8	4	< 0.1%
9	2	< 0.1%
10	1	< 0.1%
13	3	< 0.1%
23	2	< 0.1%

Value	Count	Frequency (%)
9234720	1	< 0.1%
9194645	1	< 0.1%
9147600	1	< 0.1%
8906278	1	< 0.1%
8906277.6	1	< 0.1%
8755560	1	< 0.1%
8738571.6	1	< 0.1%
8712000	1	< 0.1%
8058600	1	< 0.1%
7840800	1	< 0.1%

remodeling
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

0	159323
1	138504

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	297827
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	159323	53.5%
1	138504	46.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	159323	53.5%
1	138504	46.5%

Most occurring characters

Value	Count	Frequency (%)
0	159323	53.5%
1	138504	46.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	297827	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	159323	53.5%
1	138504	46.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	297827	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	159323	53.5%
1	138504	46.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	297827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	159323	53.5%
1	138504	46.5%

lotsize_was_null
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

0	223187
1	74640

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	297827
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	223187	74.9%
1	74640	25.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	223187	74.9%
1	74640	25.1%

Most occurring characters

Value	Count	Frequency (%)
0	223187	74.9%
1	74640	25.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	297827	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223187	74.9%
1	74640	25.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	297827	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	223187	74.9%
1	74640	25.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	297827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	223187	74.9%
1	74640	25.1%

mean_school_rating
Real number (ℝ)

Distinct	87
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1716047

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1
5-th percentile	2.3
Q1	3.7
median	5
Q3	6.5
95-th percentile	8.5
Maximum	10
Range	9
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	1.9143043
Coefficient of variation (CV)	0.37015674
Kurtosis	-0.68174991
Mean	5.1716047
Median Absolute Deviation (MAD)	1.3
Skewness	0.15731873
Sum	1540243.5
Variance	3.664561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	18532	6.2%
4	16677	5.6%
5	15657	5.3%
3	14341	4.8%
6.3	12828	4.3%
3.3	12240	4.1%
7	11076	3.7%
5.3	10794	3.6%
3.7	10544	3.5%
4.7	10452	3.5%
Other values (77)	164686	55.3%

Value	Count	Frequency (%)
1	1635	0.5%
1.2	11	< 0.1%
1.3	839	0.3%
1.4	33	< 0.1%
1.5	1449	0.5%
1.6	49	< 0.1%
1.7	1926	0.6%
1.8	212	0.1%
1.9	9	< 0.1%
2	7645	2.6%

Value	Count	Frequency (%)
10	453	0.2%
9.8	135	< 0.1%
9.7	1160	0.4%
9.6	11	< 0.1%
9.5	703	0.2%
9.4	37	< 0.1%
9.3	2195	0.7%
9.2	472	0.2%
9	4710	1.6%
8.8	501	0.2%

mean_school_distance
Real number (ℝ)

Skewed

Distinct	271
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7502097

Minimum	0
Maximum	1590.8
Zeros	45
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	1
median	1.7
Q3	3
95-th percentile	9.4
Maximum	1590.8
Range	1590.8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.6035748
Coefficient of variation (CV)	2.0375082
Kurtosis	33045.471
Mean	2.7502097
Median Absolute Deviation (MAD)	0.8
Skewness	145.29161
Sum	819086.7
Variance	31.400051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	14389	4.8%
1.2	13280	4.5%
0.8	12777	4.3%
1.1	12046	4.0%
0.9	12004	4.0%
1.4	11677	3.9%
1.3	10573	3.6%
1.6	10239	3.4%
0.7	9861	3.3%
0.6	9793	3.3%
Other values (261)	181188	60.8%

Value	Count	Frequency (%)
0	45	< 0.1%
0.1	464	0.2%
0.2	2070	0.7%
0.3	3326	1.1%
0.4	6012	2.0%
0.5	6381	2.1%
0.6	9793	3.3%
0.7	9861	3.3%
0.8	12777	4.3%
0.9	12004	4.0%

Value	Count	Frequency (%)
1590.8	1	< 0.1%
1187.5	1	< 0.1%
725.5	4	< 0.1%
725.4	1	< 0.1%
312.6	1	< 0.1%
122.5	1	< 0.1%
45.1	1	< 0.1%
40.9	1	< 0.1%
40.3	1	< 0.1%
39.7	182	0.1%

schools_count
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1735874

Minimum	1
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	8
Maximum	65
Range	64
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.3661956
Coefficient of variation (CV)	1.0461493
Kurtosis	116.05514
Mean	4.1735874
Median Absolute Deviation (MAD)	0
Skewness	9.444758
Sum	1243007
Variance	19.063664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
3	172668	58.0%
8	32440	10.9%
2	30386	10.2%
5	22186	7.4%
4	17078	5.7%
6	7275	2.4%
1	6236	2.1%
7	3704	1.2%
24	1656	0.6%
10	633	0.2%
Other values (14)	3565	1.2%

Value	Count	Frequency (%)
1	6236	2.1%
2	30386	10.2%
3	172668	58.0%
4	17078	5.7%
5	22186	7.4%
6	7275	2.4%
7	3704	1.2%
8	32440	10.9%
9	355	0.1%
10	633	0.2%

Value	Count	Frequency (%)
65	333	0.1%
63	509	0.2%
61	99	< 0.1%
49	218	0.1%
24	1656	0.6%
22	393	0.1%
21	55	< 0.1%
17	1	< 0.1%
16	91	< 0.1%
15	90	< 0.1%

beds_was_null
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

0	238493
1	59334

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	297827
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	238493	80.1%
1	59334	19.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	238493	80.1%
1	59334	19.9%

Most occurring characters

Value	Count	Frequency (%)
0	238493	80.1%
1	59334	19.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	297827	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	238493	80.1%
1	59334	19.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	297827	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	238493	80.1%
1	59334	19.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	297827	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	238493	80.1%
1	59334	19.9%

Interactions

Correlations

	LAT	LNG	ZIP	baths	beds	beds_was_null	cooling	fireplace	heating	lotsize	lotsize_was_null	mean_school_distance	mean_school_rating	parking	private_pool	propertyType	remodeling	schools_count	sqft	status	stories	target	year_built
LAT	1.000	-0.241	0.166	0.023	0.073	0.132	0.178	0.332	0.183	-0.035	0.195	-0.378	-0.146	0.136	0.174	0.155	0.332	-0.035	0.031	0.117	0.064	0.080	-0.189
LNG	-0.241	1.000	-0.939	-0.064	-0.088	0.155	0.280	0.244	0.235	-0.089	0.199	0.172	-0.047	0.149	0.135	0.197	0.230	-0.035	-0.132	0.117	0.112	-0.033	-0.132
ZIP	0.166	-0.939	1.000	0.042	0.065	0.152	0.193	0.290	0.186	0.054	0.118	-0.143	0.065	0.162	0.152	0.171	0.318	0.055	0.107	0.105	-0.089	0.038	0.111
baths	0.023	-0.064	0.042	1.000	0.547	0.102	0.021	0.108	0.029	0.088	0.077	0.031	0.172	0.059	0.127	0.052	0.014	-0.060	0.621	0.028	0.185	0.404	0.222
beds	0.073	-0.088	0.065	0.547	1.000	0.081	0.027	0.017	0.023	0.264	0.057	-0.011	0.079	0.039	0.020	0.138	0.020	0.011	0.656	0.022	-0.103	0.249	0.061
beds_was_null	0.132	0.155	0.152	0.102	0.081	1.000	0.337	0.075	0.498	0.014	0.127	0.000	0.061	0.476	0.131	0.610	0.109	0.157	0.204	0.614	0.034	0.010	0.035
cooling	0.178	0.280	0.193	0.021	0.027	0.337	1.000	0.164	0.329	0.008	0.216	0.000	0.050	0.167	0.147	0.139	0.269	0.113	0.046	0.167	0.007	0.032	0.081
fireplace	0.332	0.244	0.290	0.108	0.017	0.075	0.164	1.000	0.193	0.019	0.250	0.006	0.101	0.230	0.023	0.188	0.062	0.053	0.290	0.077	0.028	0.128	0.088
heating	0.183	0.235	0.186	0.029	0.023	0.498	0.329	0.193	1.000	0.012	0.274	0.003	0.056	0.226	0.205	0.172	0.344	0.153	0.049	0.270	0.016	0.037	0.086
lotsize	-0.035	-0.089	0.054	0.088	0.264	0.014	0.008	0.019	0.012	1.000	0.028	0.147	0.115	0.011	0.018	0.035	0.019	0.118	0.313	0.004	-0.310	0.043	0.001
lotsize_was_null	0.195	0.199	0.118	0.077	0.057	0.127	0.216	0.250	0.274	0.028	1.000	0.000	0.105	0.250	0.029	0.484	0.161	0.053	0.254	0.141	0.056	0.016	0.221
mean_school_distance	-0.378	0.172	-0.143	0.031	-0.011	0.000	0.000	0.006	0.003	0.147	0.000	1.000	0.173	0.005	0.004	0.000	0.003	0.181	0.066	0.000	-0.037	-0.054	0.264
mean_school_rating	-0.146	-0.047	0.065	0.172	0.079	0.061	0.050	0.101	0.056	0.115	0.105	0.173	1.000	0.068	0.123	0.070	0.077	0.039	0.232	0.049	0.069	0.341	0.224
parking	0.136	0.149	0.162	0.059	0.039	0.476	0.167	0.230	0.226	0.011	0.250	0.005	0.068	1.000	0.197	0.158	0.245	0.201	0.104	0.236	0.011	0.059	0.113
private_pool	0.174	0.135	0.152	0.127	0.020	0.131	0.147	0.023	0.205	0.018	0.029	0.004	0.123	0.197	1.000	0.176	0.156	0.163	0.121	0.258	0.050	0.136	0.150
propertyType	0.155	0.197	0.171	0.052	0.138	0.610	0.139	0.188	0.172	0.035	0.484	0.000	0.070	0.158	0.176	1.000	0.120	0.071	0.160	0.186	0.070	0.063	0.126
remodeling	0.332	0.230	0.318	0.014	0.020	0.109	0.269	0.062	0.344	0.019	0.161	0.003	0.077	0.245	0.156	0.120	1.000	0.312	0.087	0.242	0.012	0.041	0.284
schools_count	-0.035	-0.035	0.055	-0.060	0.011	0.157	0.113	0.053	0.153	0.118	0.053	0.181	0.039	0.201	0.163	0.071	0.312	1.000	0.037	0.256	-0.108	-0.036	0.079
sqft	0.031	-0.132	0.107	0.621	0.656	0.204	0.046	0.290	0.049	0.313	0.254	0.066	0.232	0.104	0.121	0.160	0.087	0.037	1.000	0.034	0.041	0.511	0.239
status	0.117	0.117	0.105	0.028	0.022	0.614	0.167	0.077	0.270	0.004	0.141	0.000	0.049	0.236	0.258	0.186	0.242	0.256	0.034	1.000	0.010	0.039	0.055
stories	0.064	0.112	-0.089	0.185	-0.103	0.034	0.007	0.028	0.016	-0.310	0.056	-0.037	0.069	0.011	0.050	0.070	0.012	-0.108	0.041	0.010	1.000	0.199	0.124
target	0.080	-0.033	0.038	0.404	0.249	0.010	0.032	0.128	0.037	0.043	0.016	-0.054	0.341	0.059	0.136	0.063	0.041	-0.036	0.511	0.039	0.199	1.000	0.125
year_built	-0.189	-0.132	0.111	0.222	0.061	0.035	0.081	0.088	0.086	0.001	0.221	0.264	0.224	0.113	0.150	0.126	0.284	0.079	0.239	0.055	0.124	0.125	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	status	propertyType	baths	fireplace	sqft	beds	stories	target	ZIP	LAT	LNG	year_built	heating	cooling	parking	lotsize	remodeling	lotsize_was_null	mean_school_rating	mean_school_distance	schools_count	beds_was_null
0	active	single-family	3.5	1	2900.00	4.0	1.0	418000.0	28387	35.179251	-79.376489	2019	central	no data	no data	8276.0	0	1	5.2	5.5	8.0	0
1	for sale	single-family	3.0	0	1947.00	3.0	2.0	310000.0	99216	47.686363	-117.216681	2019	no data	no data	no data	5828.0	0	0	4.0	1.3	3.0	0
2	for sale	single-family	8.0	1	6457.00	5.0	3.0	2395000.0	75205	32.835893	-96.795514	2006	forced air	central	detached garage	8220.0	1	0	9.2	0.8	4.0	0
3	for sale	townhouse	3.0	0	897.00	2.0	2.0	209000.0	19145	39.909857	-75.198265	1920	forced air	central	no data	680.0	0	0	1.4	0.4	2.0	0
4	active	other	2.0	0	1507.00	3.0	1.0	181500.0	34759	28.103908	-81.419378	2006	electric	central	no data	4996.0	1	0	2.3	3.8	4.0	1
5	active	single-family	2.5	0	1192.98	3.0	1.0	68000.0	38115	35.053329	-89.862806	1976	no data	no data	no data	8750.0	0	0	2.7	1.1	3.0	1
6	active	single-family	2.0	0	3588.00	3.0	1.0	244900.0	50401	43.153169	-93.199820	1970	forced air	central	no data	124582.0	0	0	3.8	6.4	6.0	0
7	for sale	single-family	3.0	0	1930.00	3.0	2.0	311995.0	77080	29.815894	-95.522885	2019	gas	central	attached garage	2056.0	0	0	3.0	1.1	3.0	0
8	for sale	coop	2.0	0	1300.00	3.0	6.0	669000.0	11354	40.768208	-73.827403	1965	no data	no data	attached garage	75358.8	0	0	6.7	1.5	3.0	0
9	active	other	2.0	0	3130.00	3.0	2.0	260000.0	77068	30.007063	-95.488362	2015	central	central	no data	5715.0	1	0	4.2	2.9	5.0	1

	status	propertyType	baths	fireplace	sqft	beds	stories	target	ZIP	LAT	LNG	private_pool	year_built	heating	cooling	parking	lotsize	remodeling	lotsize_was_null	mean_school_rating	mean_school_distance	schools_count	beds_was_null
297817	for sale	single-family	2.5	0	950.0	2.0	1.0	799500.0	78212	29.464611	-98.493653	1	1938	wall	central	no data	3746.0	1	0	4.0	1.3	3.0	0
297818	for sale	single-family	3.0	1	1792.0	4.0	2.0	280000.0	77080	29.815894	-95.522885	0	1970	other	central	detached garage	6599.0	1	0	2.7	0.7	3.0	0
297819	for sale	single-family	2.0	1	1829.0	3.0	1.0	171306.0	32805	28.529380	-81.403667	0	1962	forced air	central	1 space	7704.0	1	0	2.3	1.3	3.0	0
297820	active	single-family	2.5	0	1895.0	3.0	1.0	199900.0	76110	32.707831	-97.338265	0	1921	no data	central	no data	7500.0	0	0	5.0	1.3	3.0	1
297821	for sale	single-family	2.0	0	1841.0	4.0	1.0	252990.0	77089	29.586959	-95.225601	0	2019	no data	no data	2 spaces	8276.0	0	1	6.0	1.8	3.0	0
297822	for sale	condo	3.0	0	1417.0	2.0	3.0	799000.0	20001	38.910353	-77.017739	0	2010	forced air	central	1 space	4235.0	0	1	3.0	0.2	2.0	0
297823	for sale	single-family	6.0	0	4017.0	5.0	1.0	1249000.0	33180	25.960389	-80.143113	1	1990	other	central	2 spaces	8500.0	1	0	7.5	16.6	2.0	0
297824	for sale	condo	3.0	0	2000.0	3.0	9.0	674999.0	60657	41.940293	-87.646857	0	1924	other	no data	none	4235.0	0	1	4.3	4.1	3.0	0
297825	for sale	single-family	3.0	0	1152.0	3.0	2.0	528000.0	11434	40.676808	-73.776425	0	1950	other	no data	2 spaces	1600.0	1	0	4.5	0.6	2.0	0
297826	for sale	single-family	2.0	0	1462.0	3.0	1.0	204900.0	78218	29.490048	-98.397135	0	2019	electric	central	no data	6969.0	0	0	4.0	1.8	3.0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories